library(Seurat)
library(scHolography)
scHolography.obj <-readRDS("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/scHolography.obj_new.rds")

spatial.neighbor.Dermal <- findSpatialNeighborhood(scHolography.obj ,annotationToUse = "celltype",query.cluster = c("Dermal"),orig.assay = "RNA")
Warning: Invalid name supplied, making object name syntactically valid. New object name is Seurat..SCTransform.RNA; see ?make.names for more details on syntax validity
Calculating gene variances
0%   10   20   30   40   50   60   70   80   90   100%
[----|----|----|----|----|----|----|----|----|----|
**************************************************|
Calculating feature variances of standardized and clipped values
0%   10   20   30   40   50   60   70   80   90   100%
[----|----|----|----|----|----|----|----|----|----|
**************************************************|
Centering and scaling data matrix

  |                                                                                                                                                
  |                                                                                                                                          |   0%
  |                                                                                                                                                
  |=====================================================================                                                                     |  50%
  |                                                                                                                                                
  |==========================================================================================================================================| 100%
Calculating cluster 1

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 3 % ~00s          
  |+++                                               | 5 % ~00s          
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  |++++                                              | 7 % ~00s          
  |+++++                                             | 8 % ~00s          
  |+++++                                             | 9 % ~00s          
  |++++++                                            | 10% ~00s          
  |++++++                                            | 12% ~00s          
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  |++++++++                                          | 15% ~00s          
  |+++++++++                                         | 16% ~00s          
  |+++++++++                                         | 17% ~00s          
  |++++++++++                                        | 19% ~00s          
  |++++++++++                                        | 20% ~00s          
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  |+++++++++++++++                                   | 29% ~00s          
  |++++++++++++++++                                  | 30% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |+++++++++++++++++                                 | 33% ~00s          
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  |++++++++++++++++++                                | 35% ~00s          
  |+++++++++++++++++++                               | 36% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |++++++++++++++++++++                              | 38% ~00s          
  |++++++++++++++++++++                              | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |+++++++++++++++++++++                             | 42% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |+++++++++++++++++++++++                           | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 47% ~00s          
  |++++++++++++++++++++++++                          | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |+++++++++++++++++++++++++                         | 50% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |++++++++++++++++++++++++++++++                    | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |+++++++++++++++++++++++++++++++                   | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |++++++++++++++++++++++++++++++++                  | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 2

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 3 % ~01s          
  |+++                                               | 4 % ~01s          
  |+++                                               | 5 % ~01s          
  |++++                                              | 7 % ~01s          
  |++++                                              | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |+++++                                             | 10% ~01s          
  |++++++                                            | 11% ~01s          
  |++++++                                            | 12% ~01s          
  |+++++++                                           | 13% ~01s          
  |++++++++                                          | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |+++++++++                                         | 16% ~01s          
  |+++++++++                                         | 17% ~01s          
  |++++++++++                                        | 18% ~01s          
  |++++++++++                                        | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |+++++++++++                                       | 22% ~01s          
  |++++++++++++                                      | 23% ~01s          
  |++++++++++++                                      | 24% ~01s          
  |+++++++++++++                                     | 25% ~01s          
  |++++++++++++++                                    | 26% ~01s          
  |++++++++++++++                                    | 27% ~01s          
  |+++++++++++++++                                   | 28% ~01s          
  |+++++++++++++++                                   | 29% ~01s          
  |++++++++++++++++                                  | 30% ~01s          
  |++++++++++++++++                                  | 32% ~01s          
  |+++++++++++++++++                                 | 33% ~01s          
  |+++++++++++++++++                                 | 34% ~01s          
  |++++++++++++++++++                                | 35% ~01s          
  |++++++++++++++++++                                | 36% ~01s          
  |+++++++++++++++++++                               | 37% ~01s          
  |++++++++++++++++++++                              | 38% ~01s          
  |++++++++++++++++++++                              | 39% ~01s          
  |+++++++++++++++++++++                             | 40% ~01s          
  |+++++++++++++++++++++                             | 41% ~01s          
  |++++++++++++++++++++++                            | 42% ~01s          
  |++++++++++++++++++++++                            | 43% ~01s          
  |+++++++++++++++++++++++                           | 45% ~01s          
  |+++++++++++++++++++++++                           | 46% ~01s          
  |++++++++++++++++++++++++                          | 47% ~01s          
  |++++++++++++++++++++++++                          | 48% ~01s          
  |+++++++++++++++++++++++++                         | 49% ~01s          
  |+++++++++++++++++++++++++                         | 50% ~01s          
  |++++++++++++++++++++++++++                        | 51% ~01s          
  |+++++++++++++++++++++++++++                       | 52% ~01s          
  |+++++++++++++++++++++++++++                       | 53% ~01s          
  |++++++++++++++++++++++++++++                      | 54% ~01s          
  |++++++++++++++++++++++++++++                      | 55% ~01s          
  |+++++++++++++++++++++++++++++                     | 57% ~01s          
  |+++++++++++++++++++++++++++++                     | 58% ~01s          
  |++++++++++++++++++++++++++++++                    | 59% ~01s          
  |++++++++++++++++++++++++++++++                    | 60% ~01s          
  |+++++++++++++++++++++++++++++++                   | 61% ~01s          
  |+++++++++++++++++++++++++++++++                   | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Calculating cluster 3

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~00s          
  |++                                                | 3 % ~00s          
  |+++                                               | 4 % ~00s          
  |+++                                               | 6 % ~00s          
  |++++                                              | 7 % ~00s          
  |+++++                                             | 8 % ~00s          
  |+++++                                             | 10% ~00s          
  |++++++                                            | 11% ~00s          
  |+++++++                                           | 13% ~00s          
  |++++++++                                          | 14% ~00s          
  |++++++++                                          | 15% ~00s          
  |+++++++++                                         | 17% ~00s          
  |++++++++++                                        | 18% ~00s          
  |++++++++++                                        | 20% ~00s          
  |+++++++++++                                       | 21% ~00s          
  |++++++++++++                                      | 23% ~00s          
  |++++++++++++                                      | 24% ~00s          
  |+++++++++++++                                     | 25% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 28% ~00s          
  |+++++++++++++++                                   | 30% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
  |+++++++++++++++++                                 | 32% ~00s          
  |+++++++++++++++++                                 | 34% ~00s          
  |++++++++++++++++++                                | 35% ~00s          
  |+++++++++++++++++++                               | 37% ~00s          
  |++++++++++++++++++++                              | 38% ~00s          
  |++++++++++++++++++++                              | 39% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 42% ~00s          
  |++++++++++++++++++++++                            | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
  |++++++++++++++++++++++++                          | 46% ~00s          
  |++++++++++++++++++++++++                          | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |+++++++++++++++++++++++++++                       | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |+++++++++++++++++++++++++++++                     | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |+++++++++++++++++++++++++++++++                   | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 90% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  
Calculating cluster 4

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~01s          
  |++                                                | 2 % ~01s          
  |++                                                | 3 % ~01s          
  |+++                                               | 4 % ~01s          
  |+++                                               | 5 % ~01s          
  |++++                                              | 6 % ~01s          
  |++++                                              | 7 % ~01s          
  |+++++                                             | 8 % ~01s          
  |+++++                                             | 9 % ~01s          
  |++++++                                            | 11% ~01s          
  |++++++                                            | 12% ~01s          
  |+++++++                                           | 13% ~01s          
  |+++++++                                           | 14% ~01s          
  |++++++++                                          | 15% ~01s          
  |++++++++                                          | 16% ~01s          
  |+++++++++                                         | 17% ~01s          
  |+++++++++                                         | 18% ~01s          
  |++++++++++                                        | 19% ~01s          
  |++++++++++                                        | 20% ~01s          
  |+++++++++++                                       | 21% ~01s          
  |++++++++++++                                      | 22% ~01s          
  |++++++++++++                                      | 23% ~00s          
  |+++++++++++++                                     | 24% ~00s          
  |+++++++++++++                                     | 25% ~00s          
  |++++++++++++++                                    | 26% ~00s          
  |++++++++++++++                                    | 27% ~00s          
  |+++++++++++++++                                   | 28% ~00s          
  |+++++++++++++++                                   | 29% ~00s          
  |++++++++++++++++                                  | 31% ~00s          
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  |+++++++++++++++++++                               | 37% ~00s          
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  |++++++++++++++++++++                              | 40% ~00s          
  |+++++++++++++++++++++                             | 41% ~00s          
  |++++++++++++++++++++++                            | 42% ~00s          
  |++++++++++++++++++++++                            | 43% ~00s          
  |+++++++++++++++++++++++                           | 44% ~00s          
  |+++++++++++++++++++++++                           | 45% ~00s          
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  |++++++++++++++++++++++++                          | 47% ~00s          
  |+++++++++++++++++++++++++                         | 48% ~00s          
  |+++++++++++++++++++++++++                         | 49% ~00s          
  |++++++++++++++++++++++++++                        | 51% ~00s          
  |++++++++++++++++++++++++++                        | 52% ~00s          
  |+++++++++++++++++++++++++++                       | 53% ~00s          
  |+++++++++++++++++++++++++++                       | 54% ~00s          
  |++++++++++++++++++++++++++++                      | 55% ~00s          
  |++++++++++++++++++++++++++++                      | 56% ~00s          
  |+++++++++++++++++++++++++++++                     | 57% ~00s          
  |+++++++++++++++++++++++++++++                     | 58% ~00s          
  |++++++++++++++++++++++++++++++                    | 59% ~00s          
  |++++++++++++++++++++++++++++++                    | 60% ~00s          
  |+++++++++++++++++++++++++++++++                   | 61% ~00s          
  |++++++++++++++++++++++++++++++++                  | 62% ~00s          
  |++++++++++++++++++++++++++++++++                  | 63% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~00s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~00s          
  |++++++++++++++++++++++++++++++++++                | 66% ~00s          
  |++++++++++++++++++++++++++++++++++                | 67% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~00s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~00s          
  |++++++++++++++++++++++++++++++++++++              | 72% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~00s          
  |+++++++++++++++++++++++++++++++++++++             | 74% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 75% ~00s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~00s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~00s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 82% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 84% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 86% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 88% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=01s  
Only one SCT model is stored - skipping recalculating corrected counts
Calculating cluster 1

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~34s          
  |++                                                | 2 % ~33s          
  |++                                                | 3 % ~33s          
  |+++                                               | 4 % ~33s          
  |+++                                               | 5 % ~35s          
  |++++                                              | 6 % ~34s          
  |++++                                              | 7 % ~34s          
  |+++++                                             | 8 % ~33s          
  |+++++                                             | 9 % ~32s          
  |++++++                                            | 10% ~32s          
  |++++++                                            | 11% ~32s          
  |+++++++                                           | 12% ~31s          
  |+++++++                                           | 13% ~31s          
  |++++++++                                          | 14% ~30s          
  |++++++++                                          | 15% ~30s          
  |+++++++++                                         | 16% ~29s          
  |+++++++++                                         | 17% ~29s          
  |++++++++++                                        | 18% ~28s          
  |++++++++++                                        | 19% ~28s          
  |+++++++++++                                       | 20% ~28s          
  |+++++++++++                                       | 21% ~27s          
  |++++++++++++                                      | 22% ~27s          
  |++++++++++++                                      | 23% ~27s          
  |+++++++++++++                                     | 24% ~26s          
  |+++++++++++++                                     | 26% ~26s          
  |++++++++++++++                                    | 27% ~25s          
  |++++++++++++++                                    | 28% ~25s          
  |+++++++++++++++                                   | 29% ~25s          
  |+++++++++++++++                                   | 30% ~24s          
  |++++++++++++++++                                  | 31% ~24s          
  |++++++++++++++++                                  | 32% ~24s          
  |+++++++++++++++++                                 | 33% ~23s          
  |+++++++++++++++++                                 | 34% ~23s          
  |++++++++++++++++++                                | 35% ~23s          
  |++++++++++++++++++                                | 36% ~22s          
  |+++++++++++++++++++                               | 37% ~22s          
  |+++++++++++++++++++                               | 38% ~21s          
  |++++++++++++++++++++                              | 39% ~21s          
  |++++++++++++++++++++                              | 40% ~21s          
  |+++++++++++++++++++++                             | 41% ~20s          
  |+++++++++++++++++++++                             | 42% ~20s          
  |++++++++++++++++++++++                            | 43% ~20s          
  |++++++++++++++++++++++                            | 44% ~19s          
  |+++++++++++++++++++++++                           | 45% ~19s          
  |+++++++++++++++++++++++                           | 46% ~19s          
  |++++++++++++++++++++++++                          | 47% ~18s          
  |++++++++++++++++++++++++                          | 48% ~18s          
  |+++++++++++++++++++++++++                         | 49% ~18s          
  |+++++++++++++++++++++++++                         | 50% ~17s          
  |++++++++++++++++++++++++++                        | 51% ~17s          
  |+++++++++++++++++++++++++++                       | 52% ~16s          
  |+++++++++++++++++++++++++++                       | 53% ~16s          
  |++++++++++++++++++++++++++++                      | 54% ~16s          
  |++++++++++++++++++++++++++++                      | 55% ~15s          
  |+++++++++++++++++++++++++++++                     | 56% ~15s          
  |+++++++++++++++++++++++++++++                     | 57% ~15s          
  |++++++++++++++++++++++++++++++                    | 58% ~14s          
  |++++++++++++++++++++++++++++++                    | 59% ~14s          
  |+++++++++++++++++++++++++++++++                   | 60% ~14s          
  |+++++++++++++++++++++++++++++++                   | 61% ~13s          
  |++++++++++++++++++++++++++++++++                  | 62% ~13s          
  |++++++++++++++++++++++++++++++++                  | 63% ~13s          
  |+++++++++++++++++++++++++++++++++                 | 64% ~12s          
  |+++++++++++++++++++++++++++++++++                 | 65% ~12s          
  |++++++++++++++++++++++++++++++++++                | 66% ~12s          
  |++++++++++++++++++++++++++++++++++                | 67% ~11s          
  |+++++++++++++++++++++++++++++++++++               | 68% ~11s          
  |+++++++++++++++++++++++++++++++++++               | 69% ~10s          
  |++++++++++++++++++++++++++++++++++++              | 70% ~10s          
  |++++++++++++++++++++++++++++++++++++              | 71% ~10s          
  |+++++++++++++++++++++++++++++++++++++             | 72% ~09s          
  |+++++++++++++++++++++++++++++++++++++             | 73% ~09s          
  |++++++++++++++++++++++++++++++++++++++            | 74% ~09s          
  |++++++++++++++++++++++++++++++++++++++            | 76% ~08s          
  |+++++++++++++++++++++++++++++++++++++++           | 77% ~08s          
  |+++++++++++++++++++++++++++++++++++++++           | 78% ~08s          
  |++++++++++++++++++++++++++++++++++++++++          | 79% ~07s          
  |++++++++++++++++++++++++++++++++++++++++          | 80% ~07s          
  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~07s          
  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~06s          
  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~06s          
  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~06s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~05s          
  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~05s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~05s          
  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~04s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~04s          
  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~03s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~03s          
  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~03s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~02s          
  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~02s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~02s          
  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~01s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~01s          
  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~01s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          
  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=34s  
Calculating cluster 2

  |                                                  | 0 % ~calculating  
  |+                                                 | 1 % ~10s          
  |+                                                 | 2 % ~10s          
  |++                                                | 3 % ~10s          
  |++                                                | 4 % ~10s          
  |+++                                               | 5 % ~10s          
  |+++                                               | 6 % ~10s          
  |++++                                              | 7 % ~10s          
  |++++                                              | 8 % ~10s          
  |+++++                                             | 9 % ~09s          
  |+++++                                             | 10% ~09s          
  |++++++                                            | 11% ~09s          
  |++++++                                            | 12% ~09s          
  |+++++++                                           | 13% ~09s          
  |+++++++                                           | 14% ~09s          
  |++++++++                                          | 15% ~09s          
  |++++++++                                          | 16% ~09s          
  |+++++++++                                         | 17% ~09s          
  |+++++++++                                         | 18% ~08s          
  |++++++++++                                        | 19% ~08s          
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spatial.neighbor.Dermal$neighbor.marker %>%
  group_by(cluster) %>%
  top_n(n = 10, wt = avg_log2FC) -> top10
DoHeatmap(spatial.neighbor.Dermal$bulk.count.obj,assay = "SCT", features = top10$gene) + NoLegend()+viridis::scale_fill_viridis()
Scale for fill is already present.
Adding another scale for fill, which will replace the existing scale.

spatial.neighbor.Dermal$sc.marker %>%
  group_by(cluster) %>%
  top_n(n = 10, wt = avg_log2FC) -> top10b
DoHeatmap(spatial.neighbor.Dermal$query.only.obj$scHolography.sc,assay = "SCT", features = top10b$gene,group.by = "spatial.neighborhood") + NoLegend()+viridis::scale_fill_viridis()
Warning: The following features were omitted as they were not found in the scale.data slot for the SCT assay: MYH11, ADH1B, MESTScale for fill is already present.
Adding another scale for fill, which will replace the existing scale.

library(RColorBrewer)

fib.sp.col <-  c(c(colorRampPalette(brewer.pal(12,"Paired"))(10)[1],(brewer.pal(4,"Greens"))),colorRampPalette(brewer.pal(12,"Paired"))(10)[c(2,4:10)])


scene = list(camera = list(eye = list(x = -1, z = 0, y = 2)))
library(ggplot2)
tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.spatial.neighbor.heatmap.tiff", units="in", width=8, height=9, res=300)
DoHeatmap(spatial.neighbor.Dermal$bulk.count.obj,assay = "SCT", features = top10$gene,group.colors = brewer.pal(4,"Greens")) + NoLegend()+viridis::scale_fill_viridis()+theme(axis.text = element_text(size = 16,face = "bold"))
dev.off()
library(RColorBrewer)
scene = list(camera = list(eye = list(x = -1, z = 0, y = 2)))

fib1 <- scHolography::scHolographyPlot(spatial.neighbor.Dermal$scHolography.obj,color.by = "spatial.neighborhood",color = fib.sp.col,cells = which(spatial.neighbor.Dermal$scHolography.obj$scHolography.sc$celltype%in%c("Basal","Dermal","Endothelial","Smooth Muscle")))%>% plotly::layout(scene = scene)
plotly::orca(fib1, "3d.fib.svg",width = 7,height = 5)

fib1
fib1234 <- spatial.neighbor.Dermal$query.only.obj$scHolography.sc
fib1234$spatial.neighborhood <-paste0("Dermal_",fib1234$spatial.neighborhood)
fib1234$spatial.neighborhood <- factor(fib1234$spatial.neighborhood ,levels = sort(unique(fib1234$spatial.neighborhood )))
fib1234 <- SetIdent(fib1234,value ="spatial.neighborhood")

tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.peri.vln.mark.plot.tiff", units="in", width=5, height=5, res=300)
VlnPlot(fib1234,c("RGS5","NOTCH3","MYH11","ACTA2"),assay = "SCT",ncol = 2,cols = (brewer.pal(4,"Greens")))
dev.off()

tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.1234.col.vln.mark.plot.tiff", units="in", width=5, height=2.5, res=300)
VlnPlot(fib1234,c("COL1A2","DCN"),assay = "SCT",ncol = 2,cols = (brewer.pal(4,"Greens")))
dev.off()
tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.1234.four.stack.vln.mark.plot.tiff", units="in", width=5, height=6, res=600)
VlnPlot(fib1234,c("APCDD1","TWIST2","ADH1B","GREM1","ABCA8","IGF1","RGS5","NOTCH3"),assay = "SCT",stack = T,flip = T)+NoLegend()+theme(axis.text = element_text(size = 16,face = "bold"),axis.title.x = element_blank(),axis.title.y = element_text(size = 16,face = "bold") ,axis.text.x = element_text(angle = 30,hjust=1))+scale_fill_manual(values = c("#EDF8E9","#EDF8E9", "#BAE4B3" ,"#BAE4B3" ,"#74C476","#74C476", "#238B45", "#238B45"))
dev.off()
tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_3rdDraft//clusterDist.Fib1.2.3.4.to.4_rev.tiff", units="in", width=5, height=5, res=600)
scHolography::clusterDistanceBoxplot(spatial.neighbor.Dermal$scHolography.obj,annotationToUse = "spatial.neighborhood",query.cluster.list = (paste0("Dermal_",c(1:4))),reference.cluster = c("Dermal_4"))+ggplot2::scale_fill_manual(values = (brewer.pal(4,"Greens"))[1:4])+ 
  geom_signif(comparisons = my_comparisons,test.args = list(size=5),map_signif_level = TRUE)+NoLegend()+theme(axis.text = element_text(size = 16,face = "bold"),axis.title.x = element_blank(),axis.title.y = element_text(size = 20,face = "bold") ,axis.text.x = element_text(angle = 45,hjust=1))+ylab("SMN Distance")
Scale for fill is already present.
Adding another scale for fill, which will replace the existing scale.
dev.off()
null device 
          1 
dyn.fib <-findGeneSpatialDynamics(spatial.neighbor.Dermal$scHolography.obj,query.cluster = paste0("Dermal_",c(1:3)),ref.cluster = c("Smooth Muscle"),annotationToUse = "spatial.neighborhood",assayToUse = "SCT")
spatialDynamicsFeaturePlot(spatial.neighbor.Dermal$scHolography.obj,query.cluster = paste0("Dermal_",c(1:3)),ref.cluster = c("Smooth Muscle"),annotationToUse = "spatial.neighborhood",geneOI = c(head(dyn.fib)$gene,tail(dyn.fib)$gene),assayToUse = "SCT")

tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.spatial.neighbor.1-4.dyn.heat.tiff", units="in", width=12, height=8, res=300)
spatialDynamicsFeaturePlot(spatial.neighbor.Dermal$scHolography.obj,query.cluster=paste0("Dermal_",1:4),ref.cluster = c("Dermal_4"),annotationToUse = "spatial.neighborhood",geneOI = c("APCDD1","TWIST2","WNT5A","POSTN","SFRP2","GREM1","ADH1B","IGF1","ABCA8","CXCL12","MFAP5","RGS5","NOTCH3","ACTA2","MYH11"),assayToUse = "SCT",self.color = c((colorRampPalette(brewer.pal(12,"Paired"))(10)[1]),(brewer.pal(4,"Greens")),(colorRampPalette(brewer.pal(12,"Paired"))(10)[3:10])))
dev.off()
tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.spatial.neighbor.distal.col6a5.tiff", units="in", width=5, height=4, res=300)
expressionByDistPlot(spatial.neighbor.Dermal$scHolography.obj,query.cluster=paste0("Dermal_",1:3),ref.cluster = c("Smooth Muscle"),annotationToUse = "spatial.neighborhood",geneOI = "COL6A5",assayToUse = "SCT")
dev.off()

tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.spatial.neighbor.proximal.mfap5.tiff", units="in", width=5, height=4, res=300)
expressionByDistPlot(spatial.neighbor.Dermal$scHolography.obj,query.cluster=paste0("Dermal_",1:3),ref.cluster = c("Smooth Muscle"),annotationToUse = "spatial.neighborhood",geneOI = "MFAP5",assayToUse = "SCT")
dev.off()
fib.sub <- spatial.neighbor.Dermal$scHolography.obj$scHolography.sc

tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin//dermal.spatial.cluster.tiff", units="in", width=4, height=4, res=300)
DimPlot(fib.sub,group.by = "spatial.neighborhood",reduction = "ind.umap",cells = which(fib.sub$celltype%in%"Dermal"))+ggtitle("Spatial Neighborhoods")+scale_colour_manual(values = brewer.pal(4,"Greens"))+NoLegend()
dev.off()

tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin//dermal.seurat.cluster.tiff", units="in", width=4, height=4, res=300)
DimPlot(fib.sub,group.by = "orig.cluster",reduction = "ind.umap",cells = which(fib.sub$celltype%in%"Dermal"))+ggtitle("Seurat Cluster")+scale_color_brewer(palette = "Set1")+NoLegend()
dev.off()
---
title: "R Notebook"
output: html_notebook
---

```{r}
library(Seurat)
library(scHolography)
scHolography.obj <-readRDS("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/scHolography.obj_new.rds")

```

```{r}

spatial.neighbor.Dermal <- findSpatialNeighborhood(scHolography.obj ,annotationToUse = "celltype",query.cluster = c("Dermal"),orig.assay = "RNA")
```

```{r}
library(dplyr)
library(Seurat)

spatial.neighbor.Dermal$scHolography.obj$scHolography.sc$spatial.neighborhood[which(spatial.neighbor.Dermal$scHolography.obj$scHolography.sc$spatial.neighborhood%in%c(as.character(1:4)))] <- paste0("Dermal_",spatial.neighbor.Dermal$scHolography.obj$scHolography.sc$spatial.neighborhood[which(spatial.neighbor.Dermal$scHolography.obj$scHolography.sc$spatial.neighborhood%in%c(as.character(1:4)))])

fib.sp.col <-  c(c(colorRampPalette(RColorBrewer::brewer.pal(12,"Paired"))(10)[1],(RColorBrewer::brewer.pal(4,"Greens"))),colorRampPalette(RColorBrewer::brewer.pal(12,"Paired"))(10)[c(2,4:10)])
neighbor.comp <- scHolography::scHolographyNeighborCompPlot(spatial.neighbor.Dermal$scHolography.obj,annotationToUse = "spatial.neighborhood",query.cluster = paste0("Dermal_",1:4),color = fib.sp.col)
library(ggplot2)
tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.spatial.neighbor.comp.tiff", units="in", width=5, height=6, res=600)
neighbor.comp$neighbor.comp.plot+theme(axis.text = element_text(size = 16,face = "bold"),axis.title.x = element_blank(),axis.title.y = element_text(size = 20,face = "bold") ,axis.text.x = element_text(angle = 30,hjust=1))+NoLegend()
dev.off()

```

```{r}
spatial.neighbor.Dermal$neighbor.marker %>%
  group_by(cluster) %>%
  top_n(n = 10, wt = avg_log2FC) -> top10
DoHeatmap(spatial.neighbor.Dermal$bulk.count.obj,assay = "SCT", features = top10$gene) + NoLegend()+viridis::scale_fill_viridis()
spatial.neighbor.Dermal$sc.marker %>%
  group_by(cluster) %>%
  top_n(n = 10, wt = avg_log2FC) -> top10b
DoHeatmap(spatial.neighbor.Dermal$query.only.obj$scHolography.sc,assay = "SCT", features = top10b$gene,group.by = "spatial.neighborhood") + NoLegend()+viridis::scale_fill_viridis()
library(RColorBrewer)

fib.sp.col <-  c(c(colorRampPalette(brewer.pal(12,"Paired"))(10)[1],(brewer.pal(4,"Greens"))),colorRampPalette(brewer.pal(12,"Paired"))(10)[c(2,4:10)])


scene = list(camera = list(eye = list(x = -1, z = 0, y = 2)))

fig1 <- scHolography::scHolographyPlot(spatial.neighbor.Dermal$scHolography.obj,color.by = "spatial.neighborhood",color = fib.sp.col)%>% plotly::layout(scene = scene)
plotly::orca(fig1, "3d.fib.all.celltype.svg",width = 7,height = 5)

fig2 <- scHolography::scHolographyPlot(spatial.neighbor.Dermal$scHolography.obj,color.by = "spatial.neighborhood",color = fib.sp.col, cells = which(spatial.neighbor.Dermal$scHolography.obj$scHolography.sc$celltype%in%c("Basal","Dermal","Smooth Muscle")))%>% plotly::layout(scene = scene)
plotly::orca(fig2, "3d.fib.basal.derm.sm.svg",width = 7,height = 5)

fig3 <- scHolography::scHolographyPlot(spatial.neighbor.Dermal$scHolography.obj,color.by = "spatial.neighborhood",color = fib.sp.col,cells = which(spatial.neighbor.Dermal$scHolography.obj$scHolography.sc$celltype%in%c("Dermal")))%>% plotly::layout(scene = scene)
plotly::orca(fig3, "3d.fib.alone.svg",width = 7,height = 5)

fig4 <- scHolography::scHolographyPlot(spatial.neighbor.Dermal$scHolography.obj,color.by = "spatial.neighborhood",color = fib.sp.col,cells = which(spatial.neighbor.Dermal$scHolography.obj$scHolography.sc$celltype%in%c("Dermal","Endothelial")))%>% plotly::layout(scene = scene)
plotly::orca(fig4, "3d.fib.endo.svg",width = 7,height = 5)

fig5 <- scHolography::scHolographyPlot(spatial.neighbor.Dermal$scHolography.obj,color.by = "celltype",cells = which(spatial.neighbor.Dermal$scHolography.obj$scHolography.sc$celltype%in%c("Basal","Dermal","Smooth Muscle")))%>% plotly::layout(scene = scene)
plotly::orca(fig5, "3d.fib.basal.derm.sm.og.type.svg",width = 7,height = 5)


fig1
fig2
fig3
fig4
fig5
```


```{r}
library(ggplot2)
tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.spatial.neighbor.heatmap.tiff", units="in", width=8, height=9, res=300)
DoHeatmap(spatial.neighbor.Dermal$bulk.count.obj,assay = "SCT", features = top10$gene,group.colors = brewer.pal(4,"Greens")) + NoLegend()+viridis::scale_fill_viridis()+theme(axis.text = element_text(size = 16,face = "bold"))
dev.off()
```

```{r}
library(RColorBrewer)
scene = list(camera = list(eye = list(x = -1, z = 0, y = 2)))

fib1 <- scHolography::scHolographyPlot(spatial.neighbor.Dermal$scHolography.obj,color.by = "spatial.neighborhood",color = fib.sp.col,cells = which(spatial.neighbor.Dermal$scHolography.obj$scHolography.sc$celltype%in%c("Basal","Dermal","Endothelial","Smooth Muscle")))%>% plotly::layout(scene = scene)
plotly::orca(fib1, "3d.fib.svg",width = 7,height = 5)

fib1
```



```{r}
fib1234 <- spatial.neighbor.Dermal$query.only.obj$scHolography.sc
fib1234$spatial.neighborhood <-paste0("Dermal_",fib1234$spatial.neighborhood)
fib1234$spatial.neighborhood <- factor(fib1234$spatial.neighborhood ,levels = sort(unique(fib1234$spatial.neighborhood )))
fib1234 <- SetIdent(fib1234,value ="spatial.neighborhood")

tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.peri.vln.mark.plot.tiff", units="in", width=5, height=5, res=300)
VlnPlot(fib1234,c("RGS5","NOTCH3","MYH11","ACTA2"),assay = "SCT",ncol = 2,cols = (brewer.pal(4,"Greens")))
dev.off()

tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.1234.col.vln.mark.plot.tiff", units="in", width=5, height=2.5, res=300)
VlnPlot(fib1234,c("COL1A2","DCN"),assay = "SCT",ncol = 2,cols = (brewer.pal(4,"Greens")))
dev.off()

```
```{r}
tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.1234.four.stack.vln.mark.plot.tiff", units="in", width=5, height=6, res=600)
VlnPlot(fib1234,c("APCDD1","TWIST2","ADH1B","GREM1","ABCA8","IGF1","RGS5","NOTCH3"),assay = "SCT",stack = T,flip = T)+NoLegend()+theme(axis.text = element_text(size = 16,face = "bold"),axis.title.x = element_blank(),axis.title.y = element_text(size = 16,face = "bold") ,axis.text.x = element_text(angle = 30,hjust=1))+scale_fill_manual(values = c("#EDF8E9","#EDF8E9", "#BAE4B3" ,"#BAE4B3" ,"#74C476","#74C476", "#238B45", "#238B45"))
dev.off()
```

```{r}
library(ggpubr)
my_comparisons <- list( c("Dermal_1", "Dermal_2"), c("Dermal_2", "Dermal_3"), c("Dermal_3", "Dermal_4") )

tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_3rdDraft//clusterDist.Fib1.2.3.4.to.4_rev.tiff", units="in", width=5, height=5, res=600)
scHolography::clusterDistanceBoxplot(spatial.neighbor.Dermal$scHolography.obj,annotationToUse = "spatial.neighborhood",query.cluster.list = (paste0("Dermal_",c(1:4))),reference.cluster = c("Dermal_4"))+ggplot2::scale_fill_manual(values = (brewer.pal(4,"Greens"))[1:4])+ 
  geom_signif(comparisons = my_comparisons,test.args = list(size=5),map_signif_level = TRUE)+NoLegend()+theme(axis.text = element_text(size = 16,face = "bold"),axis.title.x = element_blank(),axis.title.y = element_text(size = 20,face = "bold") ,axis.text.x = element_text(angle = 45,hjust=1))+ylab("SMN Distance")
dev.off()


```

```{r}
dyn.fib <-findGeneSpatialDynamics(spatial.neighbor.Dermal$scHolography.obj,query.cluster = paste0("Dermal_",c(1:3)),ref.cluster = c("Smooth Muscle"),annotationToUse = "spatial.neighborhood",assayToUse = "SCT")
spatialDynamicsFeaturePlot(spatial.neighbor.Dermal$scHolography.obj,query.cluster = paste0("Dermal_",c(1:3)),ref.cluster = c("Smooth Muscle"),annotationToUse = "spatial.neighborhood",geneOI = c(head(dyn.fib)$gene,tail(dyn.fib)$gene),assayToUse = "SCT")
```

```{r}

tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.spatial.neighbor.1-4.dyn.heat.tiff", units="in", width=12, height=8, res=300)
spatialDynamicsFeaturePlot(spatial.neighbor.Dermal$scHolography.obj,query.cluster=paste0("Dermal_",1:4),ref.cluster = c("Dermal_4"),annotationToUse = "spatial.neighborhood",geneOI = c("APCDD1","TWIST2","WNT5A","POSTN","SFRP2","GREM1","ADH1B","IGF1","ABCA8","CXCL12","MFAP5","RGS5","NOTCH3","ACTA2","MYH11"),assayToUse = "SCT",self.color = c((colorRampPalette(brewer.pal(12,"Paired"))(10)[1]),(brewer.pal(4,"Greens")),(colorRampPalette(brewer.pal(12,"Paired"))(10)[3:10])))
dev.off()
```


```{r}
tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.spatial.neighbor.distal.col6a5.tiff", units="in", width=5, height=4, res=300)
expressionByDistPlot(spatial.neighbor.Dermal$scHolography.obj,query.cluster=paste0("Dermal_",1:3),ref.cluster = c("Smooth Muscle"),annotationToUse = "spatial.neighborhood",geneOI = "COL6A5",assayToUse = "SCT")
dev.off()

tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin/Fib.spatial.neighbor.proximal.mfap5.tiff", units="in", width=5, height=4, res=300)
expressionByDistPlot(spatial.neighbor.Dermal$scHolography.obj,query.cluster=paste0("Dermal_",1:3),ref.cluster = c("Smooth Muscle"),annotationToUse = "spatial.neighborhood",geneOI = "MFAP5",assayToUse = "SCT")
dev.off()
```

```{r}
fib.sub <- spatial.neighbor.Dermal$scHolography.obj$scHolography.sc

tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin//dermal.spatial.cluster.tiff", units="in", width=4, height=4, res=300)
DimPlot(fib.sub,group.by = "spatial.neighborhood",reduction = "ind.umap",cells = which(fib.sub$celltype%in%"Dermal"))+ggtitle("Spatial Neighborhoods")+scale_colour_manual(values = brewer.pal(4,"Greens"))+NoLegend()
dev.off()

tiff("~/OneDrive - Northwestern University/Northwestern/Yi Lab/Manuscript/Code_2ndDraft/Human Skin//dermal.seurat.cluster.tiff", units="in", width=4, height=4, res=300)
DimPlot(fib.sub,group.by = "orig.cluster",reduction = "ind.umap",cells = which(fib.sub$celltype%in%"Dermal"))+ggtitle("Seurat Cluster")+scale_color_brewer(palette = "Set1")+NoLegend()
dev.off()
```

